Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 144 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 33.3 KiB |
| Average record size in memory | 236.9 B |
Variable types
| Numeric | 24 |
|---|---|
| Categorical | 1 |
complex_area has constant value "0.0" | Constant |
water_supply is highly overall correlated with annual_household_income | High correlation |
Total_Population is highly overall correlated with Households and 12 other fields | High correlation |
Households is highly overall correlated with Total_Population and 11 other fields | High correlation |
Population_per_Households is highly overall correlated with Total_Population and 12 other fields | High correlation |
Male_Population is highly overall correlated with Total_Population and 12 other fields | High correlation |
Female_Population is highly overall correlated with Total_Population and 12 other fields | High correlation |
Male_Female_Ratio is highly overall correlated with Population_per_Households and 2 other fields | High correlation |
Population_aging_Ratio is highly overall correlated with Total_Population and 12 other fields | High correlation |
Num_of_Business is highly overall correlated with Total_Population and 12 other fields | High correlation |
Business_above_100 is highly overall correlated with Total_Population and 12 other fields | High correlation |
annual_household_income is highly overall correlated with water_supply and 9 other fields | High correlation |
High_School_Graduate_num is highly overall correlated with Total_Population and 12 other fields | High correlation |
personal_expense is highly overall correlated with Total_Population and 12 other fields | High correlation |
benefits_vs_personal_expense is highly overall correlated with Total_Population and 6 other fields | High correlation |
employment_ratio is highly overall correlated with Total_Population and 12 other fields | High correlation |
employment_insurance_ratio is highly overall correlated with Total_Population and 13 other fields | High correlation |
Average_Temp is highly overall correlated with Monthly_Rainfall and 3 other fields | High correlation |
Monthly_Rainfall is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Average_Relative_Humadity is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Ground_Temp is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Average_Wind is highly overall correlated with Total_Population and 10 other fields | High correlation |
Average_Pressure is highly overall correlated with Average_Temp and 3 other fields | High correlation |
water_supply has unique values | Unique |
Population_per_Households has unique values | Unique |
Male_Female_Ratio has unique values | Unique |
Power_usage has unique values | Unique |
employment_ratio has unique values | Unique |
employment_insurance_ratio has unique values | Unique |
Monthly_Rainfall has 2 (1.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-08-30 02:46:11.311118 |
|---|---|
| Analysis finished | 2023-08-30 02:46:54.888717 |
| Duration | 43.58 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
water_supply
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23142.841 |
| Minimum | 15899.323 |
|---|---|
| Maximum | 33269.839 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 15899.323 |
|---|---|
| 5-th percentile | 17223.145 |
| Q1 | 20404.21 |
| median | 23136.855 |
| Q3 | 25648.169 |
| 95-th percentile | 28716.342 |
| Maximum | 33269.839 |
| Range | 17370.516 |
| Interquartile range (IQR) | 5243.9597 |
Descriptive statistics
| Standard deviation | 3538.1798 |
|---|---|
| Coefficient of variation (CV) | 0.15288442 |
| Kurtosis | -0.34501679 |
| Mean | 23142.841 |
| Median Absolute Deviation (MAD) | 2660.4618 |
| Skewness | 0.12802008 |
| Sum | 3332569.1 |
| Variance | 12518717 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 22084.6129 | 1 | 0.7% |
| 20041.10714 | 1 | 0.7% |
| 20371.5 | 1 | 0.7% |
| 18034.77419 | 1 | 0.7% |
| 21591.6 | 1 | 0.7% |
| 22838.32258 | 1 | 0.7% |
| 21455.96774 | 1 | 0.7% |
| 20248.42857 | 1 | 0.7% |
| 19743.70968 | 1 | 0.7% |
| 25872.66667 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 15899.32258 | 1 | |
| 16286.32258 | 1 | |
| 16352.35714 | 1 | |
| 16737.77419 | 1 | |
| 16841 | 1 | |
| 16934.33333 | 1 | |
| 17033.6 | 1 | |
| 17187.87097 | 1 | |
| 17423.03448 | 1 | |
| 17573.96429 | 1 |
| Value | Count | Frequency (%) |
| 33269.83871 | 1 | |
| 31268.19355 | 1 | |
| 31063 | 1 | |
| 29693.68966 | 1 | |
| 29507 | 1 | |
| 29003.58065 | 1 | |
| 28926.03226 | 1 | |
| 28757.22581 | 1 | |
| 28484.66667 | 1 | |
| 28449.29032 | 1 |
Total_Population
Real number (ℝ)
| Distinct | 143 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66511.153 |
| Minimum | 56899 |
|---|---|
| Maximum | 73345 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 56899 |
|---|---|
| 5-th percentile | 57419.9 |
| Q1 | 59780 |
| median | 69663.5 |
| Q3 | 71236 |
| 95-th percentile | 72247.5 |
| Maximum | 73345 |
| Range | 16446 |
| Interquartile range (IQR) | 11456 |
Descriptive statistics
| Standard deviation | 5715.7928 |
|---|---|
| Coefficient of variation (CV) | 0.085937358 |
| Kurtosis | -1.3707602 |
| Mean | 66511.153 |
| Median Absolute Deviation (MAD) | 2391 |
| Skewness | -0.60353317 |
| Sum | 9577606 |
| Variance | 32670287 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 58280 | 2 | 1.4% |
| 72013 | 1 | 0.7% |
| 57224 | 1 | 0.7% |
| 57924 | 1 | 0.7% |
| 57808 | 1 | 0.7% |
| 57638 | 1 | 0.7% |
| 57527 | 1 | 0.7% |
| 57401 | 1 | 0.7% |
| 57346 | 1 | 0.7% |
| 57154 | 1 | 0.7% |
| Other values (133) | 133 |
| Value | Count | Frequency (%) |
| 56899 | 1 | |
| 56968 | 1 | |
| 57086 | 1 | |
| 57154 | 1 | |
| 57224 | 1 | |
| 57346 | 1 | |
| 57393 | 1 | |
| 57401 | 1 | |
| 57527 | 1 | |
| 57638 | 1 |
| Value | Count | Frequency (%) |
| 73345 | 1 | |
| 72375 | 1 | |
| 72370 | 1 | |
| 72341 | 1 | |
| 72297 | 1 | |
| 72279 | 1 | |
| 72257 | 1 | |
| 72249 | 1 | |
| 72239 | 1 | |
| 72221 | 1 |
Households
Real number (ℝ)
| Distinct | 141 |
|---|---|
| Distinct (%) | 97.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24150.25 |
| Minimum | 20675 |
|---|---|
| Maximum | 27262 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 20675 |
|---|---|
| 5-th percentile | 20889.4 |
| Q1 | 22019.25 |
| median | 25189.5 |
| Q3 | 25617.25 |
| 95-th percentile | 26173.2 |
| Maximum | 27262 |
| Range | 6587 |
| Interquartile range (IQR) | 3598 |
Descriptive statistics
| Standard deviation | 1934.5008 |
|---|---|
| Coefficient of variation (CV) | 0.080102722 |
| Kurtosis | -1.2059145 |
| Mean | 24150.25 |
| Median Absolute Deviation (MAD) | 861.5 |
| Skewness | -0.64830638 |
| Sum | 3477636 |
| Variance | 3742293.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25134 | 2 | 1.4% |
| 25239 | 2 | 1.4% |
| 25278 | 2 | 1.4% |
| 26178 | 1 | 0.7% |
| 20739 | 1 | 0.7% |
| 20969 | 1 | 0.7% |
| 20903 | 1 | 0.7% |
| 20860 | 1 | 0.7% |
| 20829 | 1 | 0.7% |
| 20768 | 1 | 0.7% |
| Other values (131) | 131 |
| Value | Count | Frequency (%) |
| 20675 | 1 | |
| 20688 | 1 | |
| 20727 | 1 | |
| 20739 | 1 | |
| 20768 | 1 | |
| 20829 | 1 | |
| 20860 | 1 | |
| 20887 | 1 | |
| 20903 | 1 | |
| 20969 | 1 |
| Value | Count | Frequency (%) |
| 27262 | 1 | |
| 26523 | 1 | |
| 26367 | 1 | |
| 26333 | 1 | |
| 26194 | 1 | |
| 26186 | 1 | |
| 26183 | 1 | |
| 26178 | 1 | |
| 26146 | 1 | |
| 26103 | 1 |
Population_per_Households
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.752855 |
| Minimum | 2.6857444 |
|---|---|
| Maximum | 2.8014067 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 2.6857444 |
|---|---|
| 5-th percentile | 2.7067347 |
| Q1 | 2.7224176 |
| median | 2.7539295 |
| Q3 | 2.7800321 |
| 95-th percentile | 2.7970415 |
| Maximum | 2.8014067 |
| Range | 0.11566222 |
| Interquartile range (IQR) | 0.057614598 |
Descriptive statistics
| Standard deviation | 0.031498061 |
|---|---|
| Coefficient of variation (CV) | 0.011441962 |
| Kurtosis | -1.188273 |
| Mean | 2.752855 |
| Median Absolute Deviation (MAD) | 0.02965619 |
| Skewness | -0.1058006 |
| Sum | 396.41111 |
| Variance | 0.00099212782 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.7508977 | 1 | 0.7% |
| 2.756980035 | 1 | 0.7% |
| 2.7371704 | 1 | 0.7% |
| 2.739585802 | 1 | 0.7% |
| 2.748724307 | 1 | 0.7% |
| 2.752093001 | 1 | 0.7% |
| 2.751725791 | 1 | 0.7% |
| 2.753180662 | 1 | 0.7% |
| 2.755392912 | 1 | 0.7% |
| 2.755870582 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 2.685744448 | 1 | |
| 2.690374881 | 1 | |
| 2.695481184 | 1 | |
| 2.704572781 | 1 | |
| 2.705300988 | 1 | |
| 2.706131355 | 1 | |
| 2.706413969 | 1 | |
| 2.706558857 | 1 | |
| 2.707731261 | 1 | |
| 2.708404113 | 1 |
| Value | Count | Frequency (%) |
| 2.80140667 | 1 | |
| 2.800261097 | 1 | |
| 2.799652325 | 1 | |
| 2.799106966 | 1 | |
| 2.798949323 | 1 | |
| 2.798560013 | 1 | |
| 2.797173535 | 1 | |
| 2.79705148 | 1 | |
| 2.796984806 | 1 | |
| 2.796968378 | 1 |
Male_Population
Real number (ℝ)
| Distinct | 141 |
|---|---|
| Distinct (%) | 97.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32491.069 |
| Minimum | 27786 |
|---|---|
| Maximum | 36092 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 27786 |
|---|---|
| 5-th percentile | 28058.65 |
| Q1 | 29287.25 |
| median | 33970 |
| Q3 | 34726.5 |
| 95-th percentile | 35372.85 |
| Maximum | 36092 |
| Range | 8306 |
| Interquartile range (IQR) | 5439.25 |
Descriptive statistics
| Standard deviation | 2773.4724 |
|---|---|
| Coefficient of variation (CV) | 0.085361068 |
| Kurtosis | -1.3560167 |
| Mean | 32491.069 |
| Median Absolute Deviation (MAD) | 1331.5 |
| Skewness | -0.5812881 |
| Sum | 4678714 |
| Variance | 7692149.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 34211 | 2 | 1.4% |
| 34223 | 2 | 1.4% |
| 28423 | 2 | 1.4% |
| 35357 | 1 | 0.7% |
| 28022 | 1 | 0.7% |
| 28198 | 1 | 0.7% |
| 28134 | 1 | 0.7% |
| 28085 | 1 | 0.7% |
| 28054 | 1 | 0.7% |
| 27946 | 1 | 0.7% |
| Other values (131) | 131 |
| Value | Count | Frequency (%) |
| 27786 | 1 | |
| 27806 | 1 | |
| 27866 | 1 | |
| 27901 | 1 | |
| 27946 | 1 | |
| 28022 | 1 | |
| 28040 | 1 | |
| 28054 | 1 | |
| 28085 | 1 | |
| 28134 | 1 |
| Value | Count | Frequency (%) |
| 36092 | 1 | |
| 35487 | 1 | |
| 35462 | 1 | |
| 35410 | 1 | |
| 35400 | 1 | |
| 35397 | 1 | |
| 35391 | 1 | |
| 35373 | 1 | |
| 35372 | 1 | |
| 35368 | 1 |
Female_Population
Real number (ℝ)
| Distinct | 140 |
|---|---|
| Distinct (%) | 97.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34020.083 |
| Minimum | 29113 |
|---|---|
| Maximum | 37253 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 29113 |
|---|---|
| 5-th percentile | 29366.35 |
| Q1 | 30603.25 |
| median | 35557 |
| Q3 | 36471.25 |
| 95-th percentile | 36879.75 |
| Maximum | 37253 |
| Range | 8140 |
| Interquartile range (IQR) | 5868 |
Descriptive statistics
| Standard deviation | 2947.5757 |
|---|---|
| Coefficient of variation (CV) | 0.086642224 |
| Kurtosis | -1.381183 |
| Mean | 34020.083 |
| Median Absolute Deviation (MAD) | 1219 |
| Skewness | -0.61851363 |
| Sum | 4898892 |
| Variance | 8688202.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 36882 | 2 | 1.4% |
| 36731 | 2 | 1.4% |
| 36686 | 2 | 1.4% |
| 36021 | 2 | 1.4% |
| 36656 | 1 | 0.7% |
| 29347 | 1 | 0.7% |
| 29324 | 1 | 0.7% |
| 29278 | 1 | 0.7% |
| 29253 | 1 | 0.7% |
| 29220 | 1 | 0.7% |
| Other values (130) | 130 |
| Value | Count | Frequency (%) |
| 29113 | 1 | |
| 29162 | 1 | |
| 29220 | 1 | |
| 29253 | 1 | |
| 29278 | 1 | |
| 29324 | 1 | |
| 29347 | 1 | |
| 29353 | 1 | |
| 29442 | 1 | |
| 29487 | 1 |
| Value | Count | Frequency (%) |
| 37253 | 1 | |
| 36941 | 1 | |
| 36908 | 1 | |
| 36889 | 1 | |
| 36888 | 1 | |
| 36887 | 1 | |
| 36882 | 2 | |
| 36867 | 1 | |
| 36858 | 1 | |
| 36845 | 1 |
Male_Female_Ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.95520009 |
| Minimum | 0.94432393 |
|---|---|
| Maximum | 0.96909553 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.94432393 |
|---|---|
| 5-th percentile | 0.94625453 |
| Q1 | 0.94843741 |
| median | 0.95399474 |
| Q3 | 0.96176278 |
| 95-th percentile | 0.96602744 |
| Maximum | 0.96909553 |
| Range | 0.024771599 |
| Interquartile range (IQR) | 0.013325368 |
Descriptive statistics
| Standard deviation | 0.0071021736 |
|---|---|
| Coefficient of variation (CV) | 0.0074352731 |
| Kurtosis | -1.3610398 |
| Mean | 0.95520009 |
| Median Absolute Deviation (MAD) | 0.0061989181 |
| Skewness | 0.25473287 |
| Sum | 137.54881 |
| Variance | 5.0440869 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.9645624182 | 1 | 0.7% |
| 0.9628580765 | 1 | 0.7% |
| 0.9537236913 | 1 | 0.7% |
| 0.9523134076 | 1 | 0.7% |
| 0.9535656182 | 1 | 0.7% |
| 0.9539093812 | 1 | 0.7% |
| 0.955940982 | 1 | 0.7% |
| 0.9555995089 | 1 | 0.7% |
| 0.9545050891 | 1 | 0.7% |
| 0.953782518 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 0.9443239335 | 1 | |
| 0.9445107896 | 1 | |
| 0.9452093443 | 1 | |
| 0.9452656146 | 1 | |
| 0.9456285826 | 1 | |
| 0.9458472687 | 1 | |
| 0.9461801216 | 1 | |
| 0.9462289714 | 1 | |
| 0.9463993684 | 1 | |
| 0.9464251909 | 1 |
| Value | Count | Frequency (%) |
| 0.969095533 | 1 | |
| 0.9688347247 | 1 | |
| 0.9668819614 | 1 | |
| 0.9666638463 | 1 | |
| 0.9663600821 | 1 | |
| 0.9662873761 | 1 | |
| 0.9661685749 | 1 | |
| 0.9660402771 | 1 | |
| 0.9659546684 | 1 | |
| 0.9658634538 | 1 |
Population_aging_Ratio
Real number (ℝ)
| Distinct | 51 |
|---|---|
| Distinct (%) | 35.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1174375 |
| Minimum | 0.089 |
|---|---|
| Maximum | 0.142 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.089 |
|---|---|
| 5-th percentile | 0.09115 |
| Q1 | 0.10275 |
| median | 0.1155 |
| Q3 | 0.134 |
| 95-th percentile | 0.141 |
| Maximum | 0.142 |
| Range | 0.053 |
| Interquartile range (IQR) | 0.03125 |
Descriptive statistics
| Standard deviation | 0.017423045 |
|---|---|
| Coefficient of variation (CV) | 0.14836015 |
| Kurtosis | -1.4131548 |
| Mean | 0.1174375 |
| Median Absolute Deviation (MAD) | 0.0165 |
| Skewness | -0.0070257499 |
| Sum | 16.911 |
| Variance | 0.0003035625 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.141 | 11 | 7.6% |
| 0.142 | 7 | 4.9% |
| 0.108 | 5 | 3.5% |
| 0.14 | 5 | 3.5% |
| 0.09 | 5 | 3.5% |
| 0.132 | 5 | 3.5% |
| 0.1 | 4 | 2.8% |
| 0.133 | 4 | 2.8% |
| 0.139 | 4 | 2.8% |
| 0.094 | 4 | 2.8% |
| Other values (41) | 90 |
| Value | Count | Frequency (%) |
| 0.089 | 1 | 0.7% |
| 0.09 | 5 | |
| 0.091 | 2 | 1.4% |
| 0.092 | 2 | 1.4% |
| 0.093 | 4 | |
| 0.094 | 4 | |
| 0.095 | 3 | |
| 0.096 | 2 | 1.4% |
| 0.097 | 2 | 1.4% |
| 0.099 | 2 | 1.4% |
| Value | Count | Frequency (%) |
| 0.142 | 7 | |
| 0.141 | 11 | |
| 0.14 | 5 | |
| 0.139 | 4 | 2.8% |
| 0.138 | 3 | 2.1% |
| 0.137 | 1 | 0.7% |
| 0.136 | 2 | 1.4% |
| 0.135 | 2 | 1.4% |
| 0.134 | 2 | 1.4% |
| 0.133 | 4 | 2.8% |
Power_usage
Real number (ℝ)
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33492594 |
| Minimum | 25712356 |
|---|---|
| Maximum | 41704000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 25712356 |
|---|---|
| 5-th percentile | 28084394 |
| Q1 | 30667205 |
| median | 33205518 |
| Q3 | 35976476 |
| 95-th percentile | 40232249 |
| Maximum | 41704000 |
| Range | 15991644 |
| Interquartile range (IQR) | 5309271.8 |
Descriptive statistics
| Standard deviation | 3512411.8 |
|---|---|
| Coefficient of variation (CV) | 0.1048713 |
| Kurtosis | -0.45632823 |
| Mean | 33492594 |
| Median Absolute Deviation (MAD) | 2613524.5 |
| Skewness | 0.26220592 |
| Sum | 4.8229335 × 109 |
| Variance | 1.2337037 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 40459000 | 1 | 0.7% |
| 37710000 | 1 | 0.7% |
| 33049086 | 1 | 0.7% |
| 28048862 | 1 | 0.7% |
| 29605504 | 1 | 0.7% |
| 34274847 | 1 | 0.7% |
| 36769824 | 1 | 0.7% |
| 36277031 | 1 | 0.7% |
| 31206183 | 1 | 0.7% |
| 29372195 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 25712356 | 1 | |
| 26806531 | 1 | |
| 26895250 | 1 | |
| 27620919 | 1 | |
| 27900499 | 1 | |
| 27941831 | 1 | |
| 28007430 | 1 | |
| 28048862 | 1 | |
| 28285743 | 1 | |
| 28406855 | 1 |
| Value | Count | Frequency (%) |
| 41704000 | 1 | |
| 41574000 | 1 | |
| 41068634 | 1 | |
| 40858000 | 1 | |
| 40817171 | 1 | |
| 40459000 | 1 | |
| 40391000 | 1 | |
| 40265822 | 1 | |
| 40042000 | 1 | |
| 38994000 | 1 |
Num_of_Business
Real number (ℝ)
| Distinct | 136 |
|---|---|
| Distinct (%) | 94.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2380.8125 |
| Minimum | 1462 |
|---|---|
| Maximum | 4675 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1462 |
|---|---|
| 5-th percentile | 1673.4 |
| Q1 | 1950.5 |
| median | 2446.5 |
| Q3 | 2667.5 |
| 95-th percentile | 3088.85 |
| Maximum | 4675 |
| Range | 3213 |
| Interquartile range (IQR) | 717 |
Descriptive statistics
| Standard deviation | 494.57025 |
|---|---|
| Coefficient of variation (CV) | 0.20773171 |
| Kurtosis | 2.6799973 |
| Mean | 2380.8125 |
| Median Absolute Deviation (MAD) | 303 |
| Skewness | 0.81214003 |
| Sum | 342837 |
| Variance | 244599.73 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2738 | 2 | 1.4% |
| 2640 | 2 | 1.4% |
| 2551 | 2 | 1.4% |
| 2618 | 2 | 1.4% |
| 2590 | 2 | 1.4% |
| 1778 | 2 | 1.4% |
| 1939 | 2 | 1.4% |
| 2659 | 2 | 1.4% |
| 2400 | 1 | 0.7% |
| 2726 | 1 | 0.7% |
| Other values (126) | 126 |
| Value | Count | Frequency (%) |
| 1462 | 1 | |
| 1485 | 1 | |
| 1551 | 1 | |
| 1562 | 1 | |
| 1605 | 1 | |
| 1620 | 1 | |
| 1651 | 1 | |
| 1665 | 1 | |
| 1721 | 1 | |
| 1725 | 1 |
| Value | Count | Frequency (%) |
| 4675 | 1 | |
| 4010 | 1 | |
| 3575 | 1 | |
| 3401 | 1 | |
| 3217 | 1 | |
| 3181 | 1 | |
| 3121 | 1 | |
| 3110 | 1 | |
| 2969 | 1 | |
| 2967 | 1 |
Business_above_100
Real number (ℝ)
| Distinct | 34 |
|---|---|
| Distinct (%) | 23.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.465278 |
| Minimum | 28 |
|---|---|
| Maximum | 68 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 28 |
|---|---|
| 5-th percentile | 29.15 |
| Q1 | 32 |
| median | 39 |
| Q3 | 47 |
| 95-th percentile | 61 |
| Maximum | 68 |
| Range | 40 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 9.88105 |
|---|---|
| Coefficient of variation (CV) | 0.23829697 |
| Kurtosis | 0.13394085 |
| Mean | 41.465278 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.8111508 |
| Sum | 5971 |
| Variance | 97.63515 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 30 | 12 | 8.3% |
| 36 | 11 | 7.6% |
| 32 | 10 | 6.9% |
| 37 | 8 | 5.6% |
| 43 | 7 | 4.9% |
| 39 | 7 | 4.9% |
| 29 | 7 | 4.9% |
| 31 | 7 | 4.9% |
| 44 | 7 | 4.9% |
| 38 | 6 | 4.2% |
| Other values (24) | 62 |
| Value | Count | Frequency (%) |
| 28 | 1 | 0.7% |
| 29 | 7 | |
| 30 | 12 | |
| 31 | 7 | |
| 32 | 10 | |
| 33 | 1 | 0.7% |
| 34 | 2 | 1.4% |
| 35 | 1 | 0.7% |
| 36 | 11 | |
| 37 | 8 |
| Value | Count | Frequency (%) |
| 68 | 3 | |
| 67 | 1 | 0.7% |
| 65 | 2 | |
| 61 | 3 | |
| 59 | 1 | 0.7% |
| 58 | 4 | |
| 57 | 1 | 0.7% |
| 54 | 1 | 0.7% |
| 53 | 3 | |
| 52 | 2 |
complex_area
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.3 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 432 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 144 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 144 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 288 | |
| . | 144 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 288 | |
| Other Punctuation | 144 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 288 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 144 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 432 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 288 | |
| . | 144 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 432 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 288 | |
| . | 144 |
annual_household_income
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1440 |
| Minimum | 1120 |
|---|---|
| Maximum | 1912 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1120 |
|---|---|
| 5-th percentile | 1120 |
| Q1 | 1260.25 |
| median | 1372 |
| Q3 | 1622.75 |
| 95-th percentile | 1912 |
| Maximum | 1912 |
| Range | 792 |
| Interquartile range (IQR) | 362.5 |
Descriptive statistics
| Standard deviation | 260.90172 |
|---|---|
| Coefficient of variation (CV) | 0.18118175 |
| Kurtosis | -0.998465 |
| Mean | 1440 |
| Median Absolute Deviation (MAD) | 213 |
| Skewness | 0.52738759 |
| Sum | 207360 |
| Variance | 68069.706 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 1348 | 12 | |
| 1366 | 12 | |
| 1297 | 12 | |
| 1378 | 12 | |
| 1139 | 12 | |
| 1120 | 12 | |
| 1150 | 12 | |
| 1405 | 12 | |
| 1576 | 12 | |
| 1763 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 1120 | 12 | |
| 1139 | 12 | |
| 1150 | 12 | |
| 1297 | 12 | |
| 1348 | 12 | |
| 1366 | 12 | |
| 1378 | 12 | |
| 1405 | 12 | |
| 1576 | 12 | |
| 1763 | 12 |
| Value | Count | Frequency (%) |
| 1912 | 12 | |
| 1826 | 12 | |
| 1763 | 12 | |
| 1576 | 12 | |
| 1405 | 12 | |
| 1378 | 12 | |
| 1366 | 12 | |
| 1348 | 12 | |
| 1297 | 12 | |
| 1150 | 12 |
High_School_Graduate_num
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1284.4167 |
| Minimum | 740 |
|---|---|
| Maximum | 1633 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 740 |
|---|---|
| 5-th percentile | 740 |
| Q1 | 1091 |
| median | 1363.5 |
| Q3 | 1519 |
| 95-th percentile | 1633 |
| Maximum | 1633 |
| Range | 893 |
| Interquartile range (IQR) | 428 |
Descriptive statistics
| Standard deviation | 286.75824 |
|---|---|
| Coefficient of variation (CV) | 0.22325951 |
| Kurtosis | -1.02008 |
| Mean | 1284.4167 |
| Median Absolute Deviation (MAD) | 213.5 |
| Skewness | -0.51820999 |
| Sum | 184956 |
| Variance | 82230.287 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 1633 | 12 | |
| 1588 | 12 | |
| 1564 | 12 | |
| 1479 | 12 | |
| 1504 | 12 | |
| 1441 | 12 | |
| 1286 | 12 | |
| 1161 | 12 | |
| 1104 | 12 | |
| 1052 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 740 | 12 | |
| 861 | 12 | |
| 1052 | 12 | |
| 1104 | 12 | |
| 1161 | 12 | |
| 1286 | 12 | |
| 1441 | 12 | |
| 1479 | 12 | |
| 1504 | 12 | |
| 1564 | 12 |
| Value | Count | Frequency (%) |
| 1633 | 12 | |
| 1588 | 12 | |
| 1564 | 12 | |
| 1504 | 12 | |
| 1479 | 12 | |
| 1441 | 12 | |
| 1286 | 12 | |
| 1161 | 12 | |
| 1104 | 12 | |
| 1052 | 12 |
High_School_Graduate_ratio
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3205885 |
| Minimum | 1.0378682 |
|---|---|
| Maximum | 1.4778281 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.0378682 |
|---|---|
| 5-th percentile | 1.0378682 |
| Q1 | 1.2660349 |
| median | 1.3360541 |
| Q3 | 1.3890932 |
| 95-th percentile | 1.4778281 |
| Maximum | 1.4778281 |
| Range | 0.43995989 |
| Interquartile range (IQR) | 0.12305827 |
Descriptive statistics
| Standard deviation | 0.11443701 |
|---|---|
| Coefficient of variation (CV) | 0.08665607 |
| Kurtosis | 0.79698924 |
| Mean | 1.3205885 |
| Median Absolute Deviation (MAD) | 0.061977589 |
| Skewness | -0.96339173 |
| Sum | 190.16475 |
| Variance | 0.01309583 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 1.477828054 | 12 | |
| 1.276527331 | 12 | |
| 1.385296723 | 12 | |
| 1.234557596 | 12 | |
| 1.350089767 | 12 | |
| 1.322018349 | 12 | |
| 1.366631243 | 12 | |
| 1.400482509 | 12 | |
| 1.317422434 | 12 | |
| 1.457063712 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 1.037868163 | 12 | |
| 1.221276596 | 12 | |
| 1.234557596 | 12 | |
| 1.276527331 | 12 | |
| 1.317422434 | 12 | |
| 1.322018349 | 12 | |
| 1.350089767 | 12 | |
| 1.366631243 | 12 | |
| 1.385296723 | 12 | |
| 1.400482509 | 12 |
| Value | Count | Frequency (%) |
| 1.477828054 | 12 | |
| 1.457063712 | 12 | |
| 1.400482509 | 12 | |
| 1.385296723 | 12 | |
| 1.366631243 | 12 | |
| 1.350089767 | 12 | |
| 1.322018349 | 12 | |
| 1.317422434 | 12 | |
| 1.276527331 | 12 | |
| 1.234557596 | 12 |
personal_expense
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33853564 |
| Minimum | 26483809 |
|---|---|
| Maximum | 43696480 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 26483809 |
|---|---|
| 5-th percentile | 26483809 |
| Q1 | 30393198 |
| median | 32789580 |
| Q3 | 37405003 |
| 95-th percentile | 43696480 |
| Maximum | 43696480 |
| Range | 17212671 |
| Interquartile range (IQR) | 7011805 |
Descriptive statistics
| Standard deviation | 5373233.5 |
|---|---|
| Coefficient of variation (CV) | 0.15871988 |
| Kurtosis | -0.94568342 |
| Mean | 33853564 |
| Median Absolute Deviation (MAD) | 4206113 |
| Skewness | 0.39483902 |
| Sum | 4.8749132 × 109 |
| Variance | 2.8871638 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 27139747 | 12 | |
| 26483809 | 12 | |
| 28371848 | 12 | |
| 31274755 | 12 | |
| 31066981 | 12 | |
| 32721377 | 12 | |
| 32857783 | 12 | |
| 34839779 | 12 | |
| 36784074 | 12 | |
| 39267789 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 26483809 | 12 | |
| 27139747 | 12 | |
| 28371848 | 12 | |
| 31066981 | 12 | |
| 31274755 | 12 | |
| 32721377 | 12 | |
| 32857783 | 12 | |
| 34839779 | 12 | |
| 36784074 | 12 | |
| 39267789 | 12 |
| Value | Count | Frequency (%) |
| 43696480 | 12 | |
| 41738346 | 12 | |
| 39267789 | 12 | |
| 36784074 | 12 | |
| 34839779 | 12 | |
| 32857783 | 12 | |
| 32721377 | 12 | |
| 31274755 | 12 | |
| 31066981 | 12 | |
| 28371848 | 12 |
benefits_vs_personal_expense
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.966667 |
| Minimum | 26.8 |
|---|---|
| Maximum | 41.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 26.8 |
|---|---|
| 5-th percentile | 26.8 |
| Q1 | 31.525 |
| median | 38.05 |
| Q3 | 39.325 |
| 95-th percentile | 41.6 |
| Maximum | 41.6 |
| Range | 14.8 |
| Interquartile range (IQR) | 7.8 |
Descriptive statistics
| Standard deviation | 5.0652801 |
|---|---|
| Coefficient of variation (CV) | 0.14083263 |
| Kurtosis | -1.0651827 |
| Mean | 35.966667 |
| Median Absolute Deviation (MAD) | 2.95 |
| Skewness | -0.67507755 |
| Sum | 5179.2 |
| Variance | 25.657063 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 27.9 | 12 | |
| 26.8 | 12 | |
| 30.4 | 12 | |
| 31.9 | 12 | |
| 38.6 | 12 | |
| 41.6 | 12 | |
| 41.4 | 12 | |
| 38.9 | 12 | |
| 40.6 | 12 | |
| 38.3 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 26.8 | 12 | |
| 27.9 | 12 | |
| 30.4 | 12 | |
| 31.9 | 12 | |
| 37.4 | 12 | |
| 37.8 | 12 | |
| 38.3 | 12 | |
| 38.6 | 12 | |
| 38.9 | 12 | |
| 40.6 | 12 |
| Value | Count | Frequency (%) |
| 41.6 | 12 | |
| 41.4 | 12 | |
| 40.6 | 12 | |
| 38.9 | 12 | |
| 38.6 | 12 | |
| 38.3 | 12 | |
| 37.8 | 12 | |
| 37.4 | 12 | |
| 31.9 | 12 | |
| 30.4 | 12 |
employment_ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25352.694 |
| Minimum | 16624 |
|---|---|
| Maximum | 31505 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 16624 |
|---|---|
| 5-th percentile | 19434.95 |
| Q1 | 21460.5 |
| median | 25630 |
| Q3 | 29542.75 |
| 95-th percentile | 30739.85 |
| Maximum | 31505 |
| Range | 14881 |
| Interquartile range (IQR) | 8082.25 |
Descriptive statistics
| Standard deviation | 4136.1928 |
|---|---|
| Coefficient of variation (CV) | 0.16314608 |
| Kurtosis | -1.3315898 |
| Mean | 25352.694 |
| Median Absolute Deviation (MAD) | 4043.5 |
| Skewness | -0.13325543 |
| Sum | 3650788 |
| Variance | 17108091 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16624 | 1 | 0.7% |
| 17132 | 1 | 0.7% |
| 28111 | 1 | 0.7% |
| 28324 | 1 | 0.7% |
| 28308 | 1 | 0.7% |
| 27658 | 1 | 0.7% |
| 29627 | 1 | 0.7% |
| 29578 | 1 | 0.7% |
| 29237 | 1 | 0.7% |
| 29459 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 16624 | 1 | |
| 17132 | 1 | |
| 17503 | 1 | |
| 17676 | 1 | |
| 17769 | 1 | |
| 18822 | 1 | |
| 19374 | 1 | |
| 19433 | 1 | |
| 19446 | 1 | |
| 19536 | 1 |
| Value | Count | Frequency (%) |
| 31505 | 1 | |
| 31388 | 1 | |
| 31300 | 1 | |
| 31027 | 1 | |
| 30921 | 1 | |
| 30884 | 1 | |
| 30812 | 1 | |
| 30740 | 1 | |
| 30739 | 1 | |
| 30724 | 1 |
employment_insurance_ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.38854679 |
| Minimum | 0.23084721 |
|---|---|
| Maximum | 0.54070057 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.23084721 |
|---|---|
| 5-th percentile | 0.26972365 |
| Q1 | 0.30065353 |
| median | 0.37283283 |
| Q3 | 0.48898692 |
| 95-th percentile | 0.52764901 |
| Maximum | 0.54070057 |
| Range | 0.30985336 |
| Interquartile range (IQR) | 0.18833339 |
Descriptive statistics
| Standard deviation | 0.093136084 |
|---|---|
| Coefficient of variation (CV) | 0.23970365 |
| Kurtosis | -1.4496375 |
| Mean | 0.38854679 |
| Median Absolute Deviation (MAD) | 0.076854646 |
| Skewness | 0.16869058 |
| Sum | 55.950737 |
| Variance | 0.0086743302 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2308472081 | 1 | 0.7% |
| 0.2376671661 | 1 | 0.7% |
| 0.4853083351 | 1 | 0.7% |
| 0.4899667866 | 1 | 0.7% |
| 0.4911343211 | 1 | 0.7% |
| 0.4807829367 | 1 | 0.7% |
| 0.5161408338 | 1 | 0.7% |
| 0.5157813971 | 1 | 0.7% |
| 0.5109219908 | 1 | 0.7% |
| 0.5154319908 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 0.2308472081 | 1 | |
| 0.2376671661 | 1 | |
| 0.2431512558 | 1 | |
| 0.2453875307 | 1 | |
| 0.2467299842 | 1 | |
| 0.2603427528 | 1 | |
| 0.2680446603 | 1 | |
| 0.2695732993 | 1 | |
| 0.2705756307 | 1 | |
| 0.2707288428 | 1 |
| Value | Count | Frequency (%) |
| 0.5407005681 | 1 | |
| 0.5391459686 | 1 | |
| 0.5386150881 | 1 | |
| 0.5327899924 | 1 | |
| 0.5323781743 | 1 | |
| 0.5320791124 | 1 | |
| 0.5307838071 | 1 | |
| 0.5279491365 | 1 | |
| 0.5259482921 | 1 | |
| 0.5249797787 | 1 |
Average_Temp
Real number (ℝ)
| Distinct | 115 |
|---|---|
| Distinct (%) | 79.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.974306 |
| Minimum | -7.2 |
|---|---|
| Maximum | 28.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 23 |
| Negative (%) | 16.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -7.2 |
|---|---|
| 5-th percentile | -2.74 |
| Q1 | 3.375 |
| median | 14.15 |
| Q3 | 22.6 |
| 95-th percentile | 26.84 |
| Maximum | 28.8 |
| Range | 36 |
| Interquartile range (IQR) | 19.225 |
Descriptive statistics
| Standard deviation | 10.269009 |
|---|---|
| Coefficient of variation (CV) | 0.79148817 |
| Kurtosis | -1.3458001 |
| Mean | 12.974306 |
| Median Absolute Deviation (MAD) | 8.95 |
| Skewness | -0.16407331 |
| Sum | 1868.3 |
| Variance | 105.45255 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25.8 | 3 | 2.1% |
| 21.8 | 3 | 2.1% |
| -0.9 | 3 | 2.1% |
| 23.1 | 3 | 2.1% |
| 25.9 | 3 | 2.1% |
| 14.2 | 2 | 1.4% |
| 1.4 | 2 | 1.4% |
| 24.1 | 2 | 1.4% |
| 22.1 | 2 | 1.4% |
| 15.6 | 2 | 1.4% |
| Other values (105) | 119 |
| Value | Count | Frequency (%) |
| -7.2 | 1 | |
| -4.5 | 1 | |
| -4.1 | 1 | |
| -4 | 1 | |
| -3.4 | 1 | |
| -3.2 | 1 | |
| -2.9 | 1 | |
| -2.8 | 1 | |
| -2.4 | 1 | |
| -2 | 1 |
| Value | Count | Frequency (%) |
| 28.8 | 1 | |
| 28.1 | 1 | |
| 28 | 1 | |
| 27.8 | 1 | |
| 27.7 | 1 | |
| 27.2 | 1 | |
| 27.1 | 1 | |
| 26.9 | 1 | |
| 26.5 | 2 | |
| 26.3 | 1 |
Monthly_Rainfall
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 137 |
|---|---|
| Distinct (%) | 95.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 110.91528 |
| Minimum | 0 |
|---|---|
| Maximum | 1131 |
| Zeros | 2 |
| Zeros (%) | 1.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.115 |
| Q1 | 25.375 |
| median | 60.8 |
| Q3 | 130.475 |
| 95-th percentile | 442.24 |
| Maximum | 1131 |
| Range | 1131 |
| Interquartile range (IQR) | 105.1 |
Descriptive statistics
| Standard deviation | 159.6245 |
|---|---|
| Coefficient of variation (CV) | 1.439157 |
| Kurtosis | 14.428819 |
| Mean | 110.91528 |
| Median Absolute Deviation (MAD) | 44.25 |
| Skewness | 3.3877616 |
| Sum | 15971.8 |
| Variance | 25479.98 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 29.1 | 2 | 1.4% |
| 104.6 | 2 | 1.4% |
| 0 | 2 | 1.4% |
| 7.9 | 2 | 1.4% |
| 25.6 | 2 | 1.4% |
| 7.1 | 2 | 1.4% |
| 16.1 | 2 | 1.4% |
| 29.3 | 1 | 0.7% |
| 26.5 | 1 | 0.7% |
| 40.7 | 1 | 0.7% |
| Other values (127) | 127 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.8 | 1 | |
| 1 | 1 | |
| 4.6 | 1 | |
| 6.7 | 1 | |
| 7.1 | 2 | |
| 7.2 | 1 | |
| 7.9 | 2 | |
| 8.2 | 1 | |
| 8.5 | 1 |
| Value | Count | Frequency (%) |
| 1131 | 1 | |
| 676.2 | 1 | |
| 675.7 | 1 | |
| 671.5 | 1 | |
| 621 | 1 | |
| 598.7 | 1 | |
| 464.9 | 1 | |
| 448.9 | 1 | |
| 404.5 | 1 | |
| 358.2 | 1 |
Average_Relative_Humadity
Real number (ℝ)
| Distinct | 34 |
|---|---|
| Distinct (%) | 23.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.60208333 |
| Minimum | 0.43 |
|---|---|
| Maximum | 0.85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.43 |
|---|---|
| 5-th percentile | 0.4715 |
| Q1 | 0.54 |
| median | 0.59 |
| Q3 | 0.65 |
| 95-th percentile | 0.74 |
| Maximum | 0.85 |
| Range | 0.42 |
| Interquartile range (IQR) | 0.11 |
Descriptive statistics
| Standard deviation | 0.084868265 |
|---|---|
| Coefficient of variation (CV) | 0.14095767 |
| Kurtosis | -0.24595549 |
| Mean | 0.60208333 |
| Median Absolute Deviation (MAD) | 0.05 |
| Skewness | 0.45355222 |
| Sum | 86.7 |
| Variance | 0.0072026224 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 0.54 | 10 | 6.9% |
| 0.56 | 10 | 6.9% |
| 0.58 | 9 | 6.2% |
| 0.61 | 8 | 5.6% |
| 0.59 | 8 | 5.6% |
| 0.55 | 7 | 4.9% |
| 0.74 | 6 | 4.2% |
| 0.63 | 6 | 4.2% |
| 0.6 | 6 | 4.2% |
| 0.57 | 6 | 4.2% |
| Other values (24) | 68 |
| Value | Count | Frequency (%) |
| 0.43 | 1 | 0.7% |
| 0.45 | 2 | 1.4% |
| 0.46 | 3 | |
| 0.47 | 2 | 1.4% |
| 0.48 | 3 | |
| 0.49 | 2 | 1.4% |
| 0.5 | 2 | 1.4% |
| 0.51 | 5 | |
| 0.52 | 5 | |
| 0.53 | 2 | 1.4% |
| Value | Count | Frequency (%) |
| 0.85 | 1 | 0.7% |
| 0.79 | 2 | 1.4% |
| 0.78 | 1 | 0.7% |
| 0.77 | 3 | |
| 0.74 | 6 | |
| 0.73 | 3 | |
| 0.72 | 1 | 0.7% |
| 0.71 | 5 | |
| 0.7 | 2 | 1.4% |
| 0.69 | 4 |
Ground_Temp
Real number (ℝ)
| Distinct | 118 |
|---|---|
| Distinct (%) | 81.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.661111 |
| Minimum | -4.7 |
|---|---|
| Maximum | 31.9 |
| Zeros | 1 |
| Zeros (%) | 0.7% |
| Negative | 19 |
| Negative (%) | 13.2% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -4.7 |
|---|---|
| 5-th percentile | -1.385 |
| Q1 | 4.525 |
| median | 15.8 |
| Q3 | 25.125 |
| 95-th percentile | 28.87 |
| Maximum | 31.9 |
| Range | 36.6 |
| Interquartile range (IQR) | 20.6 |
Descriptive statistics
| Standard deviation | 11.070285 |
|---|---|
| Coefficient of variation (CV) | 0.75507816 |
| Kurtosis | -1.4584085 |
| Mean | 14.661111 |
| Median Absolute Deviation (MAD) | 10.05 |
| Skewness | -0.12499414 |
| Sum | 2111.2 |
| Variance | 122.5512 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 28.3 | 4 | 2.8% |
| 28.2 | 3 | 2.1% |
| 1.6 | 3 | 2.1% |
| -0.4 | 3 | 2.1% |
| 1 | 2 | 1.4% |
| 8.1 | 2 | 1.4% |
| -0.7 | 2 | 1.4% |
| 29.7 | 2 | 1.4% |
| 25.1 | 2 | 1.4% |
| 26.5 | 2 | 1.4% |
| Other values (108) | 119 |
| Value | Count | Frequency (%) |
| -4.7 | 1 | |
| -2.8 | 1 | |
| -2.3 | 1 | |
| -2 | 2 | |
| -1.9 | 1 | |
| -1.5 | 1 | |
| -1.4 | 1 | |
| -1.3 | 1 | |
| -1.2 | 1 | |
| -1.1 | 1 |
| Value | Count | Frequency (%) |
| 31.9 | 1 | |
| 31.8 | 1 | |
| 31.3 | 1 | |
| 29.7 | 2 | |
| 29.5 | 1 | |
| 29.2 | 1 | |
| 28.9 | 1 | |
| 28.7 | 1 | |
| 28.6 | 1 | |
| 28.4 | 1 |
Average_Wind
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 14.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4111111 |
| Minimum | 1.4 |
|---|---|
| Maximum | 3.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.4 |
|---|---|
| 5-th percentile | 1.7 |
| Q1 | 2.1 |
| median | 2.4 |
| Q3 | 2.7 |
| 95-th percentile | 3.1 |
| Maximum | 3.5 |
| Range | 2.1 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.42444717 |
|---|---|
| Coefficient of variation (CV) | 0.176038 |
| Kurtosis | -0.033290115 |
| Mean | 2.4111111 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 0.18502206 |
| Sum | 347.2 |
| Variance | 0.1801554 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 2.4 | 20 | |
| 2.1 | 17 | |
| 2.3 | 14 | |
| 2.2 | 11 | 7.6% |
| 2.5 | 10 | 6.9% |
| 2.8 | 10 | 6.9% |
| 2.7 | 9 | 6.2% |
| 2.6 | 8 | 5.6% |
| 2.9 | 7 | 4.9% |
| 3 | 6 | 4.2% |
| Other values (11) | 32 |
| Value | Count | Frequency (%) |
| 1.4 | 1 | 0.7% |
| 1.5 | 2 | 1.4% |
| 1.6 | 2 | 1.4% |
| 1.7 | 4 | 2.8% |
| 1.8 | 5 | 3.5% |
| 1.9 | 4 | 2.8% |
| 2 | 5 | 3.5% |
| 2.1 | 17 | |
| 2.2 | 11 | |
| 2.3 | 14 |
| Value | Count | Frequency (%) |
| 3.5 | 1 | 0.7% |
| 3.4 | 4 | 2.8% |
| 3.2 | 2 | 1.4% |
| 3.1 | 2 | 1.4% |
| 3 | 6 | |
| 2.9 | 7 | |
| 2.8 | 10 | |
| 2.7 | 9 | |
| 2.6 | 8 | |
| 2.5 | 10 |
Average_Pressure
Real number (ℝ)
| Distinct | 105 |
|---|---|
| Distinct (%) | 72.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1006.0812 |
| Minimum | 995.3 |
|---|---|
| Maximum | 1016.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 995.3 |
|---|---|
| 5-th percentile | 996.715 |
| Q1 | 999.475 |
| median | 1007.1 |
| Q3 | 1012.225 |
| 95-th percentile | 1015.07 |
| Maximum | 1016.8 |
| Range | 21.5 |
| Interquartile range (IQR) | 12.75 |
Descriptive statistics
| Standard deviation | 6.5182795 |
|---|---|
| Coefficient of variation (CV) | 0.0064788798 |
| Kurtosis | -1.4232997 |
| Mean | 1006.0812 |
| Median Absolute Deviation (MAD) | 5.85 |
| Skewness | -0.0990811 |
| Sum | 144875.7 |
| Variance | 42.487968 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1010.7 | 6 | 4.2% |
| 998.6 | 4 | 2.8% |
| 1003.3 | 3 | 2.1% |
| 996.9 | 3 | 2.1% |
| 997.7 | 3 | 2.1% |
| 996 | 3 | 2.1% |
| 1009.1 | 2 | 1.4% |
| 1002.6 | 2 | 1.4% |
| 998.9 | 2 | 1.4% |
| 996.8 | 2 | 1.4% |
| Other values (95) | 114 |
| Value | Count | Frequency (%) |
| 995.3 | 1 | 0.7% |
| 996 | 3 | |
| 996.2 | 2 | |
| 996.4 | 1 | 0.7% |
| 996.7 | 1 | 0.7% |
| 996.8 | 2 | |
| 996.9 | 3 | |
| 997.2 | 2 | |
| 997.3 | 1 | 0.7% |
| 997.4 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 1016.8 | 1 | |
| 1016.7 | 1 | |
| 1016.1 | 1 | |
| 1015.9 | 1 | |
| 1015.4 | 1 | |
| 1015.3 | 1 | |
| 1015.1 | 2 | |
| 1014.9 | 1 | |
| 1014.8 | 1 | |
| 1014.7 | 1 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| water_supply | 1.000 | 0.382 | 0.352 | 0.368 | 0.362 | 0.395 | -0.392 | -0.439 | 0.094 | -0.320 | -0.414 | -0.557 | 0.460 | 0.123 | -0.467 | -0.005 | -0.443 | -0.450 | 0.194 | 0.001 | 0.053 | 0.230 | 0.420 | -0.237 |
| Total_Population | 0.382 | 1.000 | 0.960 | 0.586 | 0.995 | 0.996 | -0.042 | -0.802 | 0.390 | -0.724 | -0.686 | -0.464 | 0.787 | -0.004 | -0.789 | -0.672 | -0.847 | -0.938 | -0.075 | -0.041 | 0.048 | -0.080 | 0.653 | -0.004 |
| Households | 0.352 | 0.960 | 1.000 | 0.419 | 0.974 | 0.947 | 0.074 | -0.678 | 0.361 | -0.590 | -0.531 | -0.361 | 0.653 | -0.069 | -0.650 | -0.648 | -0.749 | -0.876 | -0.041 | 0.010 | 0.101 | -0.050 | 0.590 | -0.024 |
| Population_per_Households | 0.368 | 0.586 | 0.419 | 1.000 | 0.545 | 0.610 | -0.507 | -0.799 | 0.266 | -0.794 | -0.916 | -0.642 | 0.786 | 0.095 | -0.796 | -0.286 | -0.771 | -0.703 | -0.021 | 0.011 | -0.094 | -0.013 | 0.532 | -0.067 |
| Male_Population | 0.362 | 0.995 | 0.974 | 0.545 | 1.000 | 0.986 | 0.014 | -0.769 | 0.385 | -0.690 | -0.646 | -0.418 | 0.751 | -0.024 | -0.752 | -0.692 | -0.823 | -0.925 | -0.069 | -0.026 | 0.067 | -0.075 | 0.632 | -0.006 |
| Female_Population | 0.395 | 0.996 | 0.947 | 0.610 | 0.986 | 1.000 | -0.089 | -0.817 | 0.395 | -0.740 | -0.714 | -0.490 | 0.801 | 0.001 | -0.806 | -0.652 | -0.858 | -0.942 | -0.086 | -0.060 | 0.022 | -0.091 | 0.660 | 0.010 |
| Male_Female_Ratio | -0.392 | -0.042 | 0.074 | -0.507 | 0.014 | -0.089 | 1.000 | 0.339 | -0.060 | 0.241 | 0.478 | 0.767 | -0.341 | -0.193 | 0.350 | -0.527 | 0.317 | 0.220 | 0.015 | 0.105 | 0.138 | -0.009 | -0.241 | 0.000 |
| Population_aging_Ratio | -0.439 | -0.802 | -0.678 | -0.799 | -0.769 | -0.817 | 0.339 | 1.000 | -0.428 | 0.938 | 0.877 | 0.672 | -0.987 | -0.359 | 0.981 | 0.486 | 0.963 | 0.913 | 0.066 | 0.024 | 0.089 | 0.055 | -0.559 | 0.034 |
| Power_usage | 0.094 | 0.390 | 0.361 | 0.266 | 0.385 | 0.395 | -0.060 | -0.428 | 1.000 | -0.434 | -0.351 | -0.219 | 0.394 | 0.165 | -0.391 | -0.264 | -0.449 | -0.434 | -0.079 | -0.019 | 0.076 | -0.104 | 0.157 | 0.065 |
| Num_of_Business | -0.320 | -0.724 | -0.590 | -0.794 | -0.690 | -0.740 | 0.241 | 0.938 | -0.434 | 1.000 | 0.852 | 0.549 | -0.921 | -0.319 | 0.918 | 0.521 | 0.886 | 0.820 | 0.120 | 0.057 | 0.156 | 0.119 | -0.496 | -0.011 |
| Business_above_100 | -0.414 | -0.686 | -0.531 | -0.916 | -0.646 | -0.714 | 0.478 | 0.877 | -0.351 | 0.852 | 1.000 | 0.624 | -0.855 | -0.085 | 0.868 | 0.386 | 0.871 | 0.811 | 0.085 | 0.052 | 0.128 | 0.075 | -0.580 | 0.007 |
| annual_household_income | -0.557 | -0.464 | -0.361 | -0.642 | -0.418 | -0.490 | 0.767 | 0.672 | -0.219 | 0.549 | 0.624 | 1.000 | -0.706 | -0.364 | 0.699 | -0.224 | 0.638 | 0.599 | 0.011 | 0.070 | 0.046 | -0.006 | -0.444 | 0.015 |
| High_School_Graduate_num | 0.460 | 0.787 | 0.653 | 0.786 | 0.751 | 0.801 | -0.341 | -0.987 | 0.394 | -0.921 | -0.855 | -0.706 | 1.000 | 0.392 | -0.993 | -0.462 | -0.945 | -0.896 | -0.050 | -0.024 | -0.055 | -0.044 | 0.535 | -0.027 |
| High_School_Graduate_ratio | 0.123 | -0.004 | -0.069 | 0.095 | -0.024 | 0.001 | -0.193 | -0.359 | 0.165 | -0.319 | -0.085 | -0.364 | 0.392 | 1.000 | -0.336 | 0.063 | -0.220 | -0.108 | -0.015 | -0.046 | -0.152 | 0.002 | -0.088 | -0.015 |
| personal_expense | -0.467 | -0.789 | -0.650 | -0.796 | -0.752 | -0.806 | 0.350 | 0.981 | -0.391 | 0.918 | 0.868 | 0.699 | -0.993 | -0.336 | 1.000 | 0.469 | 0.936 | 0.889 | 0.050 | 0.033 | 0.068 | 0.043 | -0.544 | 0.024 |
| benefits_vs_personal_expense | -0.005 | -0.672 | -0.648 | -0.286 | -0.692 | -0.652 | -0.527 | 0.486 | -0.264 | 0.521 | 0.386 | -0.224 | -0.462 | 0.063 | 0.469 | 1.000 | 0.492 | 0.563 | 0.046 | -0.055 | -0.039 | 0.062 | -0.342 | 0.027 |
| employment_ratio | -0.443 | -0.847 | -0.749 | -0.771 | -0.823 | -0.858 | 0.317 | 0.963 | -0.449 | 0.886 | 0.871 | 0.638 | -0.945 | -0.220 | 0.936 | 0.492 | 1.000 | 0.967 | 0.083 | 0.024 | 0.040 | 0.078 | -0.604 | 0.009 |
| employment_insurance_ratio | -0.450 | -0.938 | -0.876 | -0.703 | -0.925 | -0.942 | 0.220 | 0.913 | -0.434 | 0.820 | 0.811 | 0.599 | -0.896 | -0.108 | 0.889 | 0.563 | 0.967 | 1.000 | 0.066 | 0.011 | -0.029 | 0.066 | -0.648 | 0.015 |
| Average_Temp | 0.194 | -0.075 | -0.041 | -0.021 | -0.069 | -0.086 | 0.015 | 0.066 | -0.079 | 0.120 | 0.085 | 0.011 | -0.050 | -0.015 | 0.050 | 0.046 | 0.083 | 0.066 | 1.000 | 0.732 | 0.685 | 0.991 | -0.191 | -0.909 |
| Monthly_Rainfall | 0.001 | -0.041 | 0.010 | 0.011 | -0.026 | -0.060 | 0.105 | 0.024 | -0.019 | 0.057 | 0.052 | 0.070 | -0.024 | -0.046 | 0.033 | -0.055 | 0.024 | 0.011 | 0.732 | 1.000 | 0.716 | 0.703 | -0.109 | -0.707 |
| Average_Relative_Humadity | 0.053 | 0.048 | 0.101 | -0.094 | 0.067 | 0.022 | 0.138 | 0.089 | 0.076 | 0.156 | 0.128 | 0.046 | -0.055 | -0.152 | 0.068 | -0.039 | 0.040 | -0.029 | 0.685 | 0.716 | 1.000 | 0.637 | -0.210 | -0.563 |
| Ground_Temp | 0.230 | -0.080 | -0.050 | -0.013 | -0.075 | -0.091 | -0.009 | 0.055 | -0.104 | 0.119 | 0.075 | -0.006 | -0.044 | 0.002 | 0.043 | 0.062 | 0.078 | 0.066 | 0.991 | 0.703 | 0.637 | 1.000 | -0.167 | -0.922 |
| Average_Wind | 0.420 | 0.653 | 0.590 | 0.532 | 0.632 | 0.660 | -0.241 | -0.559 | 0.157 | -0.496 | -0.580 | -0.444 | 0.535 | -0.088 | -0.544 | -0.342 | -0.604 | -0.648 | -0.191 | -0.109 | -0.210 | -0.167 | 1.000 | 0.001 |
| Average_Pressure | -0.237 | -0.004 | -0.024 | -0.067 | -0.006 | 0.010 | 0.000 | 0.034 | 0.065 | -0.011 | 0.007 | 0.015 | -0.027 | -0.015 | 0.024 | 0.027 | 0.009 | 0.015 | -0.909 | -0.707 | -0.563 | -0.922 | 0.001 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2010-01-01 | 22084.612903 | 72013.0 | 26178.0 | 2.750898 | 35357.0 | 36656.0 | 0.964562 | 0.089 | 40459000.0 | 1462.0 | 32.0 | 0.0 | 1348.0 | 1633.0 | 1.477828 | 27139747.0 | 27.9 | 16624.0 | 0.230847 | -4.5 | 29.3 | 0.65 | -1.2 | 2.3 | 1013.6 |
| 2010-02-01 | 20041.107143 | 72084.0 | 26146.0 | 2.756980 | 35360.0 | 36724.0 | 0.962858 | 0.090 | 37710000.0 | 1562.0 | 31.0 | 0.0 | 1348.0 | 1633.0 | 1.477828 | 27139747.0 | 27.9 | 17132.0 | 0.237667 | 1.4 | 55.3 | 0.59 | 1.4 | 2.4 | 1010.7 |
| 2010-03-01 | 21029.612903 | 71984.0 | 26066.0 | 2.761605 | 35297.0 | 36687.0 | 0.962112 | 0.090 | 34089000.0 | 1605.0 | 32.0 | 0.0 | 1348.0 | 1633.0 | 1.477828 | 27139747.0 | 27.9 | 17503.0 | 0.243151 | 4.3 | 82.5 | 0.59 | 5.0 | 2.9 | 1009.6 |
| 2010-04-01 | 24929.533333 | 72033.0 | 26076.0 | 2.762425 | 35302.0 | 36731.0 | 0.961096 | 0.090 | 34580000.0 | 1768.0 | 34.0 | 0.0 | 1348.0 | 1633.0 | 1.477828 | 27139747.0 | 27.9 | 17676.0 | 0.245388 | 9.5 | 62.8 | 0.54 | 10.8 | 2.9 | 1007.4 |
| 2010-05-01 | 24871.225806 | 72018.0 | 26044.0 | 2.765243 | 35287.0 | 36731.0 | 0.960687 | 0.090 | 32729000.0 | 1721.0 | 34.0 | 0.0 | 1348.0 | 1633.0 | 1.477828 | 27139747.0 | 27.9 | 17769.0 | 0.246730 | 17.2 | 124.0 | 0.62 | 18.7 | 2.6 | 1000.6 |
| 2010-06-01 | 26350.700000 | 72088.0 | 26067.0 | 2.765489 | 35321.0 | 36767.0 | 0.960671 | 0.090 | 34811000.0 | 1814.0 | 38.0 | 0.0 | 1348.0 | 1633.0 | 1.477828 | 27139747.0 | 27.9 | 19433.0 | 0.269573 | 23.4 | 127.6 | 0.62 | 26.1 | 2.1 | 999.5 |
| 2010-07-01 | 25316.032258 | 72019.0 | 26032.0 | 2.766557 | 35301.0 | 36718.0 | 0.961409 | 0.091 | 38587000.0 | 1620.0 | 36.0 | 0.0 | 1348.0 | 1633.0 | 1.477828 | 27139747.0 | 27.9 | 19536.0 | 0.271262 | 25.8 | 239.2 | 0.74 | 27.6 | 2.5 | 997.7 |
| 2010-08-01 | 24481.419355 | 71951.0 | 25998.0 | 2.767559 | 35279.0 | 36672.0 | 0.962015 | 0.091 | 41704000.0 | 1728.0 | 39.0 | 0.0 | 1348.0 | 1633.0 | 1.477828 | 27139747.0 | 27.9 | 19617.0 | 0.272644 | 26.5 | 598.7 | 0.78 | 28.3 | 2.4 | 1000.3 |
| 2010-09-01 | 21485.933333 | 71869.0 | 25923.0 | 2.772403 | 35252.0 | 36617.0 | 0.962722 | 0.092 | 37424000.0 | 1782.0 | 40.0 | 0.0 | 1348.0 | 1633.0 | 1.477828 | 27139747.0 | 27.9 | 19446.0 | 0.270576 | 21.8 | 671.5 | 0.72 | 23.7 | 2.3 | 1003.4 |
| 2010-10-01 | 24923.193548 | 72375.0 | 26367.0 | 2.744908 | 35487.0 | 36888.0 | 0.962020 | 0.092 | 32271000.0 | 1871.0 | 39.0 | 0.0 | 1348.0 | 1633.0 | 1.477828 | 27139747.0 | 27.9 | 19594.0 | 0.270729 | 14.5 | 25.6 | 0.61 | 15.9 | 2.2 | 1008.9 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2021-03-01 | 24769.870968 | 68399.0 | 25239.0 | 2.710052 | 33581.0 | 34818.0 | 0.964472 | 0.141 | 30105002.0 | 2967.0 | 58.0 | 0.0 | 1826.0 | 740.0 | 1.037868 | 43696480.0 | 37.8 | 29854.0 | 0.436468 | 9.0 | 110.9 | 0.63 | 9.7 | 2.4 | 1009.2 |
| 2021-04-01 | 19842.900000 | 68955.0 | 25477.0 | 2.706559 | 33846.0 | 35109.0 | 0.964026 | 0.141 | 29025001.0 | 2958.0 | 57.0 | 0.0 | 1826.0 | 740.0 | 1.037868 | 43696480.0 | 37.8 | 29945.0 | 0.434269 | 14.2 | 124.1 | 0.54 | 15.7 | 2.6 | 1007.9 |
| 2021-05-01 | 19322.645161 | 69027.0 | 25441.0 | 2.713219 | 33887.0 | 35140.0 | 0.964343 | 0.140 | 27620919.0 | 3110.0 | 58.0 | 0.0 | 1826.0 | 740.0 | 1.037868 | 43696480.0 | 37.8 | 29982.0 | 0.434352 | 17.1 | 183.1 | 0.68 | 18.8 | 2.4 | 998.9 |
| 2021-06-01 | 25385.633333 | 69276.0 | 25543.0 | 2.712132 | 34036.0 | 35240.0 | 0.965834 | 0.141 | 30595759.0 | 3181.0 | 59.0 | 0.0 | 1826.0 | 740.0 | 1.037868 | 43696480.0 | 37.8 | 30175.0 | 0.435577 | 22.8 | 104.6 | 0.73 | 25.2 | 2.2 | 997.7 |
| 2021-07-01 | 23083.741935 | 69509.0 | 25648.0 | 2.710114 | 34151.0 | 35358.0 | 0.965863 | 0.141 | 36040906.0 | 3121.0 | 61.0 | 0.0 | 1826.0 | 740.0 | 1.037868 | 43696480.0 | 37.8 | 30171.0 | 0.434059 | 28.1 | 168.3 | 0.71 | 29.7 | 2.0 | 998.1 |
| 2021-08-01 | 23460.225806 | 69640.0 | 25706.0 | 2.709095 | 34223.0 | 35417.0 | 0.966287 | 0.141 | 40265822.0 | 4675.0 | 61.0 | 0.0 | 1826.0 | 740.0 | 1.037868 | 43696480.0 | 37.8 | 30007.0 | 0.430887 | 25.9 | 211.2 | 0.74 | 28.2 | 2.1 | 998.6 |
| 2021-09-01 | 22080.833333 | 69732.0 | 25783.0 | 2.704573 | 34275.0 | 35457.0 | 0.966664 | 0.142 | 33266036.0 | 3401.0 | 65.0 | 0.0 | 1826.0 | 740.0 | 1.037868 | 43696480.0 | 37.8 | 30247.0 | 0.433761 | 22.6 | 131.0 | 0.71 | 24.6 | 2.3 | 1003.4 |
| 2021-10-01 | 19527.258065 | 69910.0 | 25936.0 | 2.695481 | 34357.0 | 35553.0 | 0.966360 | 0.142 | 30083875.0 | 3575.0 | 67.0 | 0.0 | 1826.0 | 740.0 | 1.037868 | 43696480.0 | 37.8 | 29540.0 | 0.422543 | 15.6 | 57.0 | 0.70 | 16.7 | 2.1 | 1011.0 |
| 2021-11-01 | 18957.933333 | 71234.0 | 26523.0 | 2.685744 | 35058.0 | 36176.0 | 0.969096 | 0.142 | 31682548.0 | 4010.0 | 68.0 | 0.0 | 1826.0 | 740.0 | 1.037868 | 43696480.0 | 37.8 | 29567.0 | 0.415069 | 8.2 | 62.4 | 0.68 | 7.9 | 2.1 | 1009.1 |
| 2021-12-01 | 18965.032258 | 73345.0 | 27262.0 | 2.690375 | 36092.0 | 37253.0 | 0.968835 | 0.141 | 35822808.0 | 3217.0 | 68.0 | 0.0 | 1826.0 | 740.0 | 1.037868 | 43696480.0 | 37.8 | 29444.0 | 0.401445 | 0.6 | 7.9 | 0.62 | 0.8 | 2.3 | 1014.4 |